BAYSIS Selected Dataset Report

Dataset statistics

Number of variables	36
Number of observations	777
Missing cells	52
Missing cells (%)	0.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	218.7 KiB
Average record size in memory	288.2 B

Variable types

NUM	18
CAT	18

Warnings

`TempIL` is highly correlated with `TempGL`	High correlation
`TempGL` is highly correlated with `TempIL`	High correlation
`Lich2` is highly correlated with `Lich1`	High correlation
`Lich1` is highly correlated with `Lich2`	High correlation
`SpatGL` is highly correlated with `SpatDist`	High correlation
`SpatDist` is highly correlated with `SpatGL`	High correlation
`Fstf` has 52 (6.7%) missing values	Missing
`df_index` has unique values	Unique
`UArt1` has 24 (3.1%) zeros	Zeros
`AUrs1` has 663 (85.3%) zeros	Zeros
`AUrs2` has 769 (99.0%) zeros	Zeros

Reproduction

Analysis started	2020-10-29 21:20:03.938380
Analysis finished	2020-10-29 21:21:10.962183
Duration	1 minute and 7.02 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	777
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	915.8996139
Minimum	1
Maximum	1866
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	1
5-th percentile	95
Q1	442
median	888
Q3	1406
95-th percentile	1787.2
Maximum	1866
Range	1865
Interquartile range (IQR)	964

Descriptive statistics

Standard deviation	550.9675746
Coefficient of variation (CV)	0.6015589113
Kurtosis	-1.256213593
Mean	915.8996139
Median Absolute Deviation (MAD)	480
Skewness	0.08576073524
Sum	711654
Variance	303565.2683
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1066	1	0.1%
314	1	0.1%
344	1	0.1%
343	1	0.1%
1296	1	0.1%
341	1	0.1%
340	1	0.1%
1362	1	0.1%
337	1	0.1%
334	1	0.1%
Other values (767)	767	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.1%
7	1	0.1%
12	1	0.1%
16	1	0.1%
17	1	0.1%

Value	Count	Frequency (%)
1866	1	0.1%
1865	1	0.1%
1862	1	0.1%
1861	1	0.1%
1860	1	0.1%

TempMax
Real number (ℝ_≥0)

Distinct	132
Distinct (%)	17.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	129.7027027
Minimum	9
Maximum	1341
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	9
5-th percentile	21
Q1	60
median	96
Q3	147
95-th percentile	357.6
Maximum	1341
Range	1332
Interquartile range (IQR)	87

Descriptive statistics

Standard deviation	126.7814212
Coefficient of variation (CV)	0.9774770964
Kurtosis	24.14024112
Mean	129.7027027
Median Absolute Deviation (MAD)	39
Skewness	3.888181057
Sum	100779
Variance	16073.52877
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
81	22	2.8%
96	21	2.7%
111	20	2.6%
87	20	2.6%
93	19	2.4%
48	19	2.4%
84	19	2.4%
54	18	2.3%
63	18	2.3%
60	18	2.3%
Other values (122)	583	75.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	4	0.5%
12	6	0.8%
15	7	0.9%
18	14	1.8%
21	10	1.3%

Value	Count	Frequency (%)
1341	1	0.1%
1152	1	0.1%
1116	1	0.1%
864	1	0.1%
813	1	0.1%

TempAvg
Real number (ℝ_≥0)

Distinct	176
Distinct (%)	22.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	67.78893179
Minimum	4
Maximum	920
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	4
5-th percentile	12
Q1	33
median	52
Q3	81
95-th percentile	164.4
Maximum	920
Range	916
Interquartile range (IQR)	48

Descriptive statistics

Standard deviation	66.4597912
Coefficient of variation (CV)	0.9803929557
Kurtosis	42.48019408
Mean	67.78893179
Median Absolute Deviation (MAD)	21
Skewness	4.856746574
Sum	52672
Variance	4416.903846
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	17	2.2%
48	15	1.9%
31	14	1.8%
45	14	1.8%
59	13	1.7%
36	13	1.7%
40	12	1.5%
54	12	1.5%
49	12	1.5%
24	12	1.5%
Other values (166)	643	82.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4	1	0.1%
5	6	0.8%
6	4	0.5%
7	6	0.8%
8	3	0.4%

Value	Count	Frequency (%)
920	1	0.1%
499	1	0.1%
469	1	0.1%
426	2	0.3%
388	1	0.1%

SpatMax
Real number (ℝ_≥0)

Distinct	721
Distinct (%)	92.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8935.294723
Minimum	971
Maximum	61411
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	971
5-th percentile	1786.8
Q1	3961
median	7067
Q3	12055
95-th percentile	23169.4
Maximum	61411
Range	60440
Interquartile range (IQR)	8094

Descriptive statistics

Standard deviation	6903.52489
Coefficient of variation (CV)	0.7726130031
Kurtosis	6.563241964
Mean	8935.294723
Median Absolute Deviation (MAD)	3669
Skewness	1.92414089
Sum	6942724
Variance	47658655.91
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6258	4	0.5%
9293	4	0.5%
3000	3	0.4%
4638	3	0.4%
7380	3	0.4%
8634	2	0.3%
7185	2	0.3%
8797	2	0.3%
3475	2	0.3%
22982	2	0.3%
Other values (711)	750	96.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
971	1	0.1%
1000	1	0.1%
1083	1	0.1%
1084	1	0.1%
1132	1	0.1%

Value	Count	Frequency (%)
61411	1	0.1%
44252	1	0.1%
43156	1	0.1%
38262	1	0.1%
35492	1	0.1%

SpatAvg
Real number (ℝ_≥0)

Distinct	728
Distinct (%)	93.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4135.042471
Minimum	135
Maximum	16851
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	135
5-th percentile	1092.4
Q1	2092
median	3565
Q3	5378
95-th percentile	9771.8
Maximum	16851
Range	16716
Interquartile range (IQR)	3286

Descriptive statistics

Standard deviation	2705.941291
Coefficient of variation (CV)	0.6543926236
Kurtosis	2.290705964
Mean	4135.042471
Median Absolute Deviation (MAD)	1553
Skewness	1.36847237
Sum	3212928
Variance	7322118.273
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8822	4	0.5%
1698	3	0.4%
1413	3	0.4%
3781	2	0.3%
1533	2	0.3%
3786	2	0.3%
7191	2	0.3%
6157	2	0.3%
3886	2	0.3%
16571	2	0.3%
Other values (718)	753	96.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
135	1	0.1%
387	1	0.1%
458	1	0.1%
476	1	0.1%
559	1	0.1%

Value	Count	Frequency (%)
16851	1	0.1%
16571	2	0.3%
15526	1	0.1%
14150	1	0.1%
12907	1	0.1%

TempDist
Real number (ℝ_≥0)

Distinct	25
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.956241956
Minimum	0
Maximum	24
Zeros	2
Zeros (%)	0.3%
Memory size	6.1 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	5
median	8
Q3	14
95-th percentile	22
Maximum	24
Range	24
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	6.226658706
Coefficient of variation (CV)	0.6254025096
Kurtosis	-0.4599920532
Mean	9.956241956
Median Absolute Deviation (MAD)	4
Skewness	0.7023348555
Sum	7736
Variance	38.77127864
Monotocity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
6	71	9.1%
7	64	8.2%
8	55	7.1%
9	53	6.8%
5	52	6.7%
3	48	6.2%
10	48	6.2%
4	43	5.5%
12	36	4.6%
1	33	4.2%
Other values (15)	274	35.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	0.3%
1	33	4.2%
2	22	2.8%
3	48	6.2%
4	43	5.5%

Value	Count	Frequency (%)
24	18	2.3%
23	18	2.3%
22	22	2.8%
21	23	3.0%
20	14	1.8%

SpatDist
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

0	774
1519	1
44	1
18	1

Frequencies
Length

Value	Count	Frequency (%)
0	774	99.6%
1519	1	0.1%
44	1	0.1%
18	1	0.1%

Frequencies of value counts

Unique

Unique	3 ?
Unique (%)	0.4%

Histogram of lengths of the category

Length

Max length	4
Median length	1
Mean length	1.006435006
Min length	1

Coverage
Real number (ℝ_≥0)

Distinct	94
Distinct (%)	12.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	52.51866152
Minimum	5
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	5
5-th percentile	20
Q1	36
median	51
Q3	67
95-th percentile	91
Maximum	100
Range	95
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	21.2014752
Coefficient of variation (CV)	0.4036941268
Kurtosis	-0.5742489635
Mean	52.51866152
Median Absolute Deviation (MAD)	15
Skewness	0.2404176829
Sum	40807
Variance	449.5025508
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44	27	3.5%
42	22	2.8%
59	20	2.6%
36	17	2.2%
53	15	1.9%
60	15	1.9%
37	15	1.9%
39	15	1.9%
55	15	1.9%
45	14	1.8%
Other values (84)	602	77.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	1	0.1%
6	2	0.3%
7	2	0.3%
8	1	0.1%
9	1	0.1%

Value	Count	Frequency (%)
100	12	1.5%
98	3	0.4%
97	2	0.3%
96	4	0.5%
95	3	0.4%

TempGL
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

1	775
3	2

Frequencies
Length

Value	Count	Frequency (%)
1	775	99.7%
3	2	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

SpatGL
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

2	774
1	3

Frequencies
Length

Value	Count	Frequency (%)
2	774	99.6%
1	3	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

TempIL
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

-1	775
2	2

Frequencies
Length

Value	Count	Frequency (%)
-1	775	99.7%
2	2	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.997425997
Min length	1

SpatIL
Real number (ℝ)

Distinct	6
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.64993565
Minimum	-1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	-1
5-th percentile	2
Q1	3
median	4
Q3	5
95-th percentile	5
Maximum	5
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.106903418
Coefficient of variation (CV)	0.303266557
Kurtosis	-0.02115667042
Mean	3.64993565
Median Absolute Deviation (MAD)	1
Skewness	-0.5622119547
Sum	2836
Variance	1.225235176
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4	270	34.7%
5	199	25.6%
3	161	20.7%
2	137	17.6%
1	7	0.9%
-1	3	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	3	0.4%
1	7	0.9%
2	137	17.6%
3	161	20.7%
4	270	34.7%

Value	Count	Frequency (%)
5	199	25.6%
4	270	34.7%
3	161	20.7%
2	137	17.6%
1	7	0.9%

TLCar
Real number (ℝ_≥0)

Distinct	530
Distinct (%)	68.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1510.346203
Minimum	1001
Maximum	1999
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	1001
5-th percentile	1049.8
Q1	1256
median	1525
Q3	1759
95-th percentile	1942.4
Maximum	1999
Range	998
Interquartile range (IQR)	503

Descriptive statistics

Standard deviation	290.341165
Coefficient of variation (CV)	0.1922348428
Kurtosis	-1.223809578
Mean	1510.346203
Median Absolute Deviation (MAD)	250
Skewness	-0.05773552798
Sum	1173539
Variance	84297.9921
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1902	5	0.6%
1421	4	0.5%
1584	4	0.5%
1229	4	0.5%
1867	4	0.5%
1893	4	0.5%
1191	4	0.5%
1568	4	0.5%
1999	4	0.5%
1698	3	0.4%
Other values (520)	737	94.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1001	2	0.3%
1002	1	0.1%
1003	1	0.1%
1006	2	0.3%
1010	1	0.1%

Value	Count	Frequency (%)
1999	4	0.5%
1998	1	0.1%
1997	2	0.3%
1996	1	0.1%
1994	2	0.3%

TLHGV
Real number (ℝ_≥0)

Distinct	392
Distinct (%)	50.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	746.8622909
Minimum	500
Maximum	999
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	500
5-th percentile	524
Q1	620
median	742
Q3	871
95-th percentile	974
Maximum	999
Range	499
Interquartile range (IQR)	251

Descriptive statistics

Standard deviation	144.9885272
Coefficient of variation (CV)	0.1941302018
Kurtosis	-1.206602553
Mean	746.8622909
Median Absolute Deviation (MAD)	126
Skewness	0.04740075698
Sum	580312
Variance	21021.67302
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
680	6	0.8%
871	6	0.8%
982	6	0.8%
807	6	0.8%
664	5	0.6%
869	5	0.6%
588	5	0.6%
822	5	0.6%
862	5	0.6%
672	5	0.6%
Other values (382)	723	93.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
500	3	0.4%
501	2	0.3%
504	1	0.1%
505	2	0.3%
506	5	0.6%

Value	Count	Frequency (%)
999	2	0.3%
998	1	0.1%
996	2	0.3%
995	2	0.3%
994	2	0.3%

Strasse
Categorical

Distinct	15
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

A3	199
A9	189
A96	88
A7	79
A73	60
Other values (10)	162

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
A3	199	25.6%
A9	189	24.3%
A96	88	11.3%
A7	79	10.2%
A73	60	7.7%
A6	58	7.5%
A99	30	3.9%
A92	26	3.3%
A70	21	2.7%
A94	16	2.1%
Other values (5)	11	1.4%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	0.3%

Histogram of lengths of the category

Length

Max length	4
Median length	2
Mean length	2.325611326
Min length	2

Kat
Categorical

Distinct	4
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

3	423
7	181
2	144
1	29

Frequencies
Length

Value	Count	Frequency (%)
3	423	54.4%
7	181	23.3%
2	144	18.5%
1	29	3.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Typ
Real number (ℝ_≥0)

Distinct	6
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.81981982
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	6
95-th percentile	7
Maximum	7
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.197343398
Coefficient of variation (CV)	0.4558974153
Kurtosis	-0.7085507836
Mean	4.81981982
Median Absolute Deviation (MAD)	0
Skewness	-1.058746496
Sum	3745
Variance	4.828318009
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
6	496	63.8%
1	181	23.3%
7	70	9.0%
3	24	3.1%
4	4	0.5%
5	2	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	181	23.3%
3	24	3.1%
4	4	0.5%
5	2	0.3%
6	496	63.8%

Value	Count	Frequency (%)
7	70	9.0%
6	496	63.8%
5	2	0.3%
4	4	0.5%
3	24	3.1%

Betei
Real number (ℝ_≥0)

Distinct	9
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.33976834
Minimum	1
Maximum	18
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	4
Maximum	18
Range	17
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.17770371
Coefficient of variation (CV)	0.5033420147
Kurtosis	41.88518952
Mean	2.33976834
Median Absolute Deviation (MAD)	0
Skewness	4.029454519
Sum	1818
Variance	1.386986029
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2	397	51.1%
3	164	21.1%
1	130	16.7%
4	59	7.6%
5	16	2.1%
7	4	0.5%
6	4	0.5%
8	2	0.3%
18	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	130	16.7%
2	397	51.1%
3	164	21.1%
4	59	7.6%
5	16	2.1%

Value	Count	Frequency (%)
18	1	0.1%
8	2	0.3%
7	4	0.5%
6	4	0.5%
5	16	2.1%

UArt1
Real number (ℝ_≥0)

ZEROS

Distinct	10
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.867438867
Minimum	0
Maximum	9
Zeros	24
Zeros (%)	3.1%
Memory size	6.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	2
Q3	7
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.809076371
Coefficient of variation (CV)	0.726340213
Kurtosis	-0.9095242367
Mean	3.867438867
Median Absolute Deviation (MAD)	1
Skewness	0.8554085091
Sum	3005
Variance	7.890910056
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	345	44.4%
3	144	18.5%
8	107	13.8%
9	80	10.3%
1	31	4.0%
0	24	3.1%
7	23	3.0%
5	15	1.9%
6	4	0.5%
4	4	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24	3.1%
1	31	4.0%
2	345	44.4%
3	144	18.5%
4	4	0.5%

Value	Count	Frequency (%)
9	80	10.3%
8	107	13.8%
7	23	3.0%
6	4	0.5%
5	15	1.9%

UArt2
Real number (ℝ)

Distinct	8
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.7773487773
Minimum	-1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	9
Maximum	9
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.618836983
Coefficient of variation (CV)	4.655358171
Kurtosis	0.8497271125
Mean	0.7773487773
Median Absolute Deviation (MAD)	0
Skewness	1.650404466
Sum	604
Variance	13.09598111
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
-1	614	79.0%
9	79	10.2%
8	50	6.4%
3	20	2.6%
2	6	0.8%
7	4	0.5%
1	3	0.4%
4	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	614	79.0%
1	3	0.4%
2	6	0.8%
3	20	2.6%
4	1	0.1%

Value	Count	Frequency (%)
9	79	10.2%
8	50	6.4%
7	4	0.5%
4	1	0.1%
3	20	2.6%

AUrs1
Real number (ℝ_≥0)

ZEROS

Distinct	13
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.18018018
Minimum	0
Maximum	89
Zeros	663
Zeros (%)	85.3%
Memory size	6.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	73
Maximum	89
Range	89
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	27.07737041
Coefficient of variation (CV)	2.421908231
Kurtosis	2.209209109
Mean	11.18018018
Median Absolute Deviation (MAD)	0
Skewness	2.033416381
Sum	8687
Variance	733.1839881
Monotocity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	663	85.3%
73	63	8.1%
72	20	2.6%
89	11	1.4%
82	5	0.6%
88	4	0.5%
86	3	0.4%
81	3	0.4%
87	1	0.1%
84	1	0.1%
Other values (3)	3	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	663	85.3%
72	20	2.6%
73	63	8.1%
75	1	0.1%
77	1	0.1%

Value	Count	Frequency (%)
89	11	1.4%
88	4	0.5%
87	1	0.1%
86	3	0.4%
84	1	0.1%

AUrs2
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.8108108108
Minimum	0
Maximum	89
Zeros	769
Zeros (%)	99.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	89
Range	89
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.973473191
Coefficient of variation (CV)	9.833950269
Kurtosis	94.64864091
Mean	0.8108108108
Median Absolute Deviation (MAD)	0
Skewness	9.793242716
Sum	630
Variance	63.57627473
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	769	99.0%
75	2	0.3%
73	2	0.3%
89	1	0.1%
84	1	0.1%
81	1	0.1%
80	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	769	99.0%
73	2	0.3%
75	2	0.3%
80	1	0.1%
81	1	0.1%

Value	Count	Frequency (%)
89	1	0.1%
84	1	0.1%
81	1	0.1%
80	1	0.1%
75	2	0.3%

AufHi
Real number (ℝ)

Distinct	9
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5456885457
Minimum	-1
Maximum	9
Zeros	2
Zeros (%)	0.3%
Memory size	6.1 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	3
95-th percentile	4
Maximum	9
Range	10
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.095843966
Coefficient of variation (CV)	3.840732928
Kurtosis	-0.5824286874
Mean	0.5456885457
Median Absolute Deviation (MAD)	0
Skewness	0.8189660673
Sum	424
Variance	4.392561929
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
-1	492	63.3%
3	241	31.0%
4	24	3.1%
5	12	1.5%
9	2	0.3%
8	2	0.3%
0	2	0.3%
2	1	0.1%
1	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	492	63.3%
0	2	0.3%
1	1	0.1%
2	1	0.1%
3	241	31.0%

Value	Count	Frequency (%)
9	2	0.3%
8	2	0.3%
5	12	1.5%
4	24	3.1%
3	241	31.0%

Alkoh
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

-1	766
1	11

Frequencies
Length

Value	Count	Frequency (%)
-1	766	98.6%
1	11	1.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.985842986
Min length	1

Char1
Real number (ℝ)

Distinct	5
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.2805662806
Minimum	-1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	5
Maximum	6
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.934772873
Coefficient of variation (CV)	-6.895956525
Kurtosis	3.952850503
Mean	-0.2805662806
Median Absolute Deviation (MAD)	0
Skewness	2.395433217
Sum	-218
Variance	3.743346071
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
-1	680	87.5%
5	38	4.9%
4	33	4.2%
6	22	2.8%
2	4	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	680	87.5%
2	4	0.5%
4	33	4.2%
5	38	4.9%
6	22	2.8%

Value	Count	Frequency (%)
6	22	2.8%
5	38	4.9%
4	33	4.2%
2	4	0.5%
-1	680	87.5%

Char2
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

-1	748
6	29

Frequencies
Length

Value	Count	Frequency (%)
-1	748	96.3%
6	29	3.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.962676963
Min length	1

Bes1
Categorical

Distinct	3
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

-1	669
6	106
1	2

Frequencies
Length

Value	Count	Frequency (%)
-1	669	86.1%
6	106	13.6%
1	2	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.861003861
Min length	1

Bes2
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

-1	776
6	1

Frequencies
Length

Value	Count	Frequency (%)
-1	776	99.9%
6	1	0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.998712999
Min length	1

Lich1
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

0	582
2	143
1	51
-1	1

Frequencies
Length

Value	Count	Frequency (%)
0	582	74.9%
2	143	18.4%
1	51	6.6%
-1	1	0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.001287001
Min length	1

Lich2
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

-1	583
4	187
3	7

Frequencies
Length

Value	Count	Frequency (%)
-1	583	75.0%
4	187	24.1%
3	7	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.75032175
Min length	1

Zust1
Categorical

Distinct	4
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

0	549
1	208
2	18
-1	2

Frequencies
Length

Value	Count	Frequency (%)
0	549	70.7%
1	208	26.8%
2	18	2.3%
-1	2	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.002574003
Min length	1

Zust2
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

-1	770
2	7

Frequencies
Length

Value	Count	Frequency (%)
-1	770	99.1%
2	7	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.990990991
Min length	1

Fstf
Categorical

MISSING

Distinct	7
Distinct (%)	1.0%
Missing	52
Missing (%)	6.7%
Memory size	6.1 KiB

2	316
1	266
3	119
S	11
4	10
Other values (2)	3

Frequencies
Length

Value	Count	Frequency (%)
2	316	40.7%
1	266	34.2%
3	119	15.3%
S	11	1.4%
4	10	1.3%
5	2	0.3%
F	1	0.1%
(Missing)	52	6.7%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.133848134
Min length	1

WoTag
Categorical

Distinct	8
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

Fr	130
Mo	117
Di	111
Do	106
Sa	104
Other values (3)	209

Frequencies
Length

Value	Count	Frequency (%)
Fr	130	16.7%
Mo	117	15.1%
Di	111	14.3%
Do	106	13.6%
Sa	104	13.4%
Mi	103	13.3%
So	99	12.7%
	7	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.981981982
Min length	0

FeiTag
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

-1	753
1	24

Frequencies
Length

Value	Count	Frequency (%)
-1	753	96.9%
1	24	3.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.969111969
Min length	1

Month
Categorical

Distinct	12
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

Aug	92
Jul	80
Apr	71
Jun	70
May	67
Other values (7)	397

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Aug	92	11.8%
Jul	80	10.3%
Apr	71	9.1%
Jun	70	9.0%
May	67	8.6%
Oct	66	8.5%
Dec	65	8.4%
Mar	64	8.2%
Sep	58	7.5%
Nov	57	7.3%
Other values (2)	87	11.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	TempMax	TempAvg	SpatMax	SpatAvg	TempDist	Coverage	TempGL	SpatGL	TempIL	SpatIL	TLCar	TLHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AUrs1	AUrs2	AufHi	Alkoh	Char1	Char2	Bes1	Bes2	Lich1	Lich2	Zust1	Zust2	Fstf	WoTag	FeiTag	Month
0	1	69	28	6000	3475	10	41	1	2	-1	5	1691	686	A6	3	6	3	2	-1	89	0	-1	-1	-1	-1	-1	-1	0	-1	0	-1	2	Di	1	Jan
1	7	216	96	12991	5615	11	43	1	2	-1	2	1647	670	A3	3	7	3	3	-1	0	0	-1	-1	-1	-1	-1	-1	2	4	1	-1	2	Do	-1	Jan
2	12	33	15	4193	1493	12	34	1	2	-1	4	1079	686	A9	7	1	1	9	-1	72	0	3	-1	-1	-1	-1	-1	0	-1	2	-1	3	Sa	-1	Jan
3	16	132	45	9631	2632	22	25	1	2	-1	2	1098	683	A9	7	1	1	9	-1	72	73	3	-1	-1	-1	-1	-1	0	-1	1	2	3	Sa	-1	Jan
4	17	189	59	18160	3654	6	20	1	2	-1	3	1581	554	A96	3	6	2	3	-1	72	0	-1	-1	-1	-1	6	-1	0	-1	2	-1	2	Sa	-1	Jan
5	21	108	52	6077	2809	1	44	1	2	-1	4	1942	930	A6	3	6	2	2	-1	0	0	-1	-1	-1	-1	-1	-1	2	4	0	-1	1	Mo	-1	Jan
6	22	102	68	5999	4222	9	59	1	2	-1	5	1610	680	A73	7	6	4	2	-1	0	0	-1	-1	-1	-1	-1	-1	2	4	1	-1	2	Mo	-1	Jan
7	23	102	68	5999	4222	9	59	1	2	-1	5	1610	680	A73	7	6	3	2	-1	0	0	-1	-1	-1	-1	-1	-1	2	4	1	-1	2	Mo	-1	Jan
8	24	39	27	1504	876	23	57	1	2	-1	5	1362	731	A7	2	1	1	8	-1	73	0	4	-1	4	-1	-1	-1	1	4	1	-1	2	Di	-1	Jan
9	28	18	19	3000	2742	3	87	1	2	-1	4	1639	822	A6	7	6	2	3	-1	0	0	-1	-1	-1	-1	-1	-1	2	4	2	-1	1	Mi	-1	Jan

Last rows

	df_index	TempMax	TempAvg	SpatMax	SpatAvg	TempDist	Coverage	TempGL	SpatGL	TempIL	SpatIL	TLCar	TLHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AufHi	Alkoh	Char1	Char2	Bes1	Bes2	Lich1	Lich2	Zust1	Zust2	Fstf	WoTag	FeiTag	Month
767	1851	117	88	6258	4606	6	74	1	2	-1	5	1823	744	A3	3	6	4	2	-1	-1	-1	-1	-1	-1	-1	2	4	0	-1	2	Do	1	Dec
768	1853	24	24	1000	1090	10	88	1	2	-1	4	1475	636	A9	3	1	3	9	-1	3	-1	5	6	-1	-1	0	-1	1	-1	3	Do	1	Dec
769	1855	81	49	3082	2294	16	71	1	2	-1	3	1562	890	A3	7	6	2	3	2	-1	-1	-1	-1	-1	-1	2	4	0	-1	1	Fr	-1	Dec
770	1856	96	64	16282	10596	3	65	1	2	-1	3	1688	567	A6	2	6	2	2	-1	-1	-1	-1	-1	-1	-1	0	-1	0	-1	2	Fr	-1	Dec
771	1857	81	61	2698	2360	8	86	1	2	-1	4	1305	511	A7	3	1	1	9	-1	3	-1	6	-1	-1	-1	2	4	0	-1	2	Fr	-1	Dec
772	1860	201	93	14999	4372	16	29	1	2	-1	2	1875	579	A7	3	6	2	2	-1	-1	-1	-1	-1	-1	-1	0	-1	0	-1	1	Sa	-1	Dec
773	1861	45	26	3955	2768	22	75	1	2	-1	4	1262	925	A9	3	6	2	2	-1	-1	-1	-1	-1	-1	-1	0	-1	0	-1	1	So	-1	Dec
774	1862	39	31	13456	10007	11	74	1	2	-1	3	1850	582	A9	3	7	3	4	-1	-1	-1	-1	-1	-1	-1	2	4	0	-1	3	So	-1	Dec
775	1865	93	72	3418	2571	4	75	1	2	-1	5	1950	993	A3	3	6	3	2	-1	-1	-1	-1	-1	-1	-1	2	3	0	-1	2		-1	Dec
776	1866	69	62	1406	1260	6	78	1	2	-1	4	1155	500	A71	2	6	2	2	-1	-1	-1	-1	-1	-1	-1	0	-1	0	-1	1	Di	-1	Dec

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows